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Paper Citation Record · LEDGER

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models

As of 7 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2509.05318.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.05318 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:44:42.825776Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

66 of 66 outbound references displayed

  • verified exact2
  • verified fuzzy18
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7dbad66f-2914-4716-84c5-46b6df6380bd · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:53.378547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4df370c6-2002-412b-932d-7f2b67999491 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:53.236308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:38.289511Z digest=sha256:fd601c237652eb644234591f4862a9303e697bc07225df5d72cab1a327fbdad1

Observation 67651c30-a3da-4feb-ac8a-ceaf6a0aa93b · outbound

This paper cites Challenges and Applications of Large Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Challenges and Applications of Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:38.382758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:38.382758Z digest=sha256:c9e101e0025c4a674f161d99b717757a19512693f9921d6752b8c070eefb8cfb

Observation 7be810cb-57e9-4700-acc3-d7151dd62d3b · outbound

This paper cites Llama3, The llama 3 herd of models, https://llama.meta.com/, accessed: 2024-7-23 (2024).

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Llama3, The llama 3 herd of models, https://llama.meta.com/, accessed: 2024-7-23 (2024)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:53.073254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:38.496271Z digest=sha256:62bcf57dbfd7719bdad3540b4c05ad44488db132b5da8dcbc47e0d87a90f9b06

Observation 0a05869e-f553-4415-bde9-4ca2e4442cf2 · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:38.561589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:38.561589Z digest=sha256:46c00e42c89c4f156450d537bd80ca75c7af104af56f813ebacc3002cea746d0

Observation 34d3dfa2-059d-43e8-977d-805300c66eb2 · outbound

This paper cites Raffel, N.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Raffel, N

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:52.932899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:38.662229Z digest=sha256:51cdd7f1619b37d5a17cabdd695dd4347f47a3aeb2604ad4bcbb39c1b7e3929b

Observation a61a1d92-56d5-44f7-a617-babb3daf5ec8 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.800973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:38.833959Z digest=sha256:2d251df1d49fe8a918c04e0d8a0b53bd4855dd5fa538b1664adf7e299734c529

Observation b13d3ca9-c85e-4941-a692-163a2708e3ec · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.641258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:38.943028Z digest=sha256:85ba35f74e72dd81c9d8ed5f1c7f42c812f5a864d40007d92eb4aa041f4f856b

Observation e6de0062-660e-4536-b1ef-1c76797b4d3c · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.478256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:38.990539Z digest=sha256:31450a4331951cecd3df5f4712bf678fec661d6a348c53370b0c64f93a4bb336

Observation 3429b4b7-de1c-4fce-bbc3-7871f05d0f79 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.303499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.049148Z digest=sha256:64faea9d137f45e6a0bc1793c137b96cb00f00aa45c83135a0a11fb54d711362

Observation cc60e9ee-4794-4781-a817-094cf58daf4c · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.117191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.098187Z digest=sha256:98cfabae2f22e5e251f874772b6796cb97d71d717b59be603b3e0cf600d88423

Observation 2a239631-db06-49c6-a7c8-45515c6293eb · outbound

This paper cites Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:44:43.548131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 89d3a48f-30db-4042-ae92-771d199ec203 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.923338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.161099Z digest=sha256:a85e2d589b729d9f6e4cd1125d92220b359e3722b9da2645a7c4f531827bb976

Observation 6cc2dca5-7617-4feb-b2a4-4d2108294966 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.762047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.189425Z digest=sha256:fdccf2133ae07293b46ca001a8a2388893efcac931f8f1c25bbf00fad5f7aa68

Observation 1cf6db78-2dff-4453-984e-f64b5e21593a · outbound

This paper cites Azizi, I.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Azizi, I

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:51.615535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.242041Z digest=sha256:ccccaee1b0025c0d037cd8db413e82dc8138c644ac53252ebf6ffadacee0d0bb

Observation 991d34a1-f11e-4349-a1a3-e3c65838f127 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.477708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.264155Z digest=sha256:49036d950706a49c55d7dab7dd274d217cd535a7e3174a69d1a90bc0dfc2f08b

Observation fe509e1c-95a7-4a22-b950-758a9e4bc250 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 17

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d70639a0-4753-4761-96e4-3f871b8bb965 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.236779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6e780743-824d-4b72-82e6-281c7a9e925f · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.052127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 66c668ea-0748-43be-b467-d9f2a53e0e3c · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.858117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.521274Z digest=sha256:c2e1ad8423e1d7c3d03859bca95902f03d62c119b42f3d8dbe7c39dc1ae666bb

Observation e788dd8c-bcf2-415b-93a5-21a42d668558 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.671485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.565432Z digest=sha256:1438cbf56ab4d55403718f3cc6e5d8969fbdc8d2f287ab94e1884c4ea777e835

Observation 104733dd-1117-4c5d-afce-fd237cba4a9e · outbound

This paper cites Krishna, J.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Krishna, J

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.619558Z digest=sha256:a46bd3acc386109fae69fb45c8a60ca52b8e2cb0f8439f8da4a6cd38f75056d8

Observation 3ef66685-8f81-466c-945e-f0af83f7514e · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.282838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.674154Z digest=sha256:050679187b8b7f3ac28655a832a725c836518b3411c14bf13574eee97f50d04c

Observation b6ead8e6-9d89-49d3-a34a-25d46405f8e1 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.070202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.711921Z digest=sha256:f90dad54d5af8811b6d4249dc2c1e2a6adf16a40f5beddffdfff677d7869353c

Observation 03bc786a-ed13-4ffd-9998-ab2da8a09a0b · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:49.797679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.769093Z digest=sha256:e8f5669f1239076853d5c1826c84147f14c63ecc92ea227ba50bb7c28473424d

Observation d4619241-fa26-49db-8cbc-bbceae42d843 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:49.527154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.814813Z digest=sha256:f96036996932519e1985e0e923e7605fe7e81571318b96d3723001794c5a4a54

Observation 29ce9d20-7fe8-4c4e-acf3-514ab7c2e7a7 · outbound

This paper cites Branco, A.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Branco, A

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:49.227936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.852949Z digest=sha256:057c13c93a6b811e7cc3d3f4f556f35f0c9e1a1a6cc013f159d4c865164d1739

Observation 176b90da-c999-40a3-882a-efef4947e8c3 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:49.032165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.888208Z digest=sha256:641805bae956f887786d8e7390a7410d9177250800b7e4410282f80132c24ca4

Observation 016a0d3e-6a13-4e47-a972-d06d9b4ae43a · outbound

This paper cites Devlin, M.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Devlin, M

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:48.849743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:39.927666Z digest=sha256:c75fe68f3d703bb2ac7fb24571e15880b3ca169c9ef86c91626efb338c6619a6

Observation fa790f44-6e54-463f-bd70-97e66d550bab · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:48.652152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.004117Z digest=sha256:9b0374ec7a5eebcac027e20b55771472b93b25cbb5d772a5da45a2b47259294e

Observation 0b406381-6497-40c3-b177-eb3b0e7da876 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:48.377397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.034385Z digest=sha256:c4ca58a213fde84f832b05696e7e3ec1bff723536894049bd023fee46cba76d4

Observation 0150461c-3fb0-482f-9167-c942eb04b180 · outbound

This paper cites Data-centric NLP Backdoor Defense from the Lens of Memorization.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Data-centric NLP Backdoor Defense from the Lens of Memorization

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:40.109326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:40.109326Z digest=sha256:c8f1214486e2f0a5a3e76010bbdbf0fca4ffe3a0fe4dc62725a0da67d463c720

Observation 6e41ad14-2641-417a-a821-f09758947145 · outbound

This paper cites Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:44:43.395069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.171715Z digest=sha256:b277173eb2213f8111e27a947a26af4fb1db14a429ab8adbe187c9a087cee801

Observation 67f076c6-62c4-4a78-8e91-e5de474224ed · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:48.128106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.249039Z digest=sha256:1431c3291a7b13bde68783d26a6931e2dfbb4886c12764d492dc601f406ce8d1

Observation 9dbd814e-3dfc-4727-8674-ff8cc00ae51d · outbound

This paper cites Zhang, D.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Zhang, D

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:47.916875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.337843Z digest=sha256:5570431a9f0e7e08b39622fe1597c7527a5d08272ac70cb505dacf0e0030743d

Observation 0c2b3e3d-da0d-4850-babe-bc3b83fca900 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.751922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.443185Z digest=sha256:fdc51ee8f227254d1114f242d39922e9b5e271e11375546603b20501c90b14f2

Observation 7432f714-1c13-4f2d-a380-5e1de65c1e08 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.595575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.524957Z digest=sha256:1d083e12a0d5ee4f815eddd8ed3b724840cb6d0cedbf0a9929ad5f2564abcd2a

Observation 667d7122-d571-49e2-a782-b5bf62d16217 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.395875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.607882Z digest=sha256:1b9b18a2102221fe74507a48fc72cff6b7cf83ca2bd60982ddbfb744ec9f68a9

Observation 4ae5417f-cbce-42f4-9d3b-93952f3c344a · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.185300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.703011Z digest=sha256:0fb27f2c78df5dfd696583db1336a99b457d2acc484eb5795ca1a8ceb727e123

Observation 800ba633-6cc2-4094-9877-7ac6a156e8f5 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:46.948395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.741048Z digest=sha256:9b08f7cc3829239b2d3034767afc82384ffca114b88b1488182192f6e1a31f23

Observation b9428d9f-3426-4500-81a0-9ff987a87329 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:46.806697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.828934Z digest=sha256:fb02b6072ed743a32708de88de5594361c9380a6efe62bb9724a98efc05f17cb

Observation 3ddc8e5a-a643-4a17-938d-0c5aabff49ba · outbound

This paper cites Radford, J.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Radford, J

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.622951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:40.964744Z digest=sha256:7a97a2eecdbb2f300ac985f155f6661a3e117d431ca1921c7d1670cddb8ee217

Observation 3e80c3b6-7ffa-41ba-add7-cc2b2303f6a8 · outbound

This paper cites Dyrmishi, S.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Dyrmishi, S

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.461386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.026968Z digest=sha256:e0127f4776dd6e95855bee264ba831b9ca6e2cfae0c8b2c9c8f9bebf5da657db

Observation 594abd37-7dd0-4cf0-b8d4-69092c2712b3 · outbound

This paper cites Mitchell, Y.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Mitchell, Y

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.299352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.129646Z digest=sha256:d7c9484c7ddba510cf7f91cd540b5a16988413d75b139169679389258e430533

Observation 3040ba6c-2149-4b5e-888e-55e7a244307e · outbound

This paper cites Gupta, C.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Gupta, C

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.110250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.178980Z digest=sha256:4119e9f358879759a4c1e0aa87253948ba209aa65db31d4088c40c1a73e03229

Observation 0518eef5-9afd-493b-bb43-cb820a396ab3 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:45.890232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.283381Z digest=sha256:5500f6d42a284e96b602d6daf9b59140eb7af08454528dc2770f7c442871c088

Observation 86f30450-c229-4e6e-a3f1-43b195eafafb · outbound

This paper cites Zampieri, S.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Zampieri, S

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.703389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.340710Z digest=sha256:596589c85c52a80f084600eb42ef01567b158e5cb0fb68b2ccc3ce51928e76fd

Observation 74d160d4-fd44-492f-80dc-c82e9c5d4d34 · outbound

This paper cites Patwa, S.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Patwa, S

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.552084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.413111Z digest=sha256:b2b3fe32371f02dbd64f9f12e06d46897c73c9e824e33a2919eba9ebc8adb75c

Observation 734b0fc2-27ad-4163-aaca-ccb723be762a · outbound

This paper cites Gehrmann, H.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Gehrmann, H

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.353669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.481578Z digest=sha256:349bf94d7d4468a85ec560126820a997e181bfcef0233e3469da1aa0a04398a9

Observation 141a22c9-25eb-4ca3-aea2-aeba45f0acab · outbound

This paper cites Ippolito, D.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Ippolito, D

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.178361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.536468Z digest=sha256:078cf32d656e2861f4cefc7edcf5171fa7824d5fb2e5f8894160591c0916fa25

Observation 119e0a14-6c93-4e2f-a1b4-f1e0896f891f · outbound

This paper cites Release Strategies and the Social Impacts of Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Release Strategies and the Social Impacts of Language Models

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:41.602566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:41.602566Z digest=sha256:af4466350ddd3ba64cf9c2931b42d2eb5678da161a814b5f02add11328f1adf7

Observation 9b20ec35-528a-48ff-9dfa-2f9cb2ab89d0 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.990415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.664003Z digest=sha256:073b9ef66e4f3670f8bd60711ab3d723ab7e91a6f5851ea976418355dd7b7c0d

Observation 3bf2815d-24f8-49a5-bea3-794053fb1539 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.822754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.721191Z digest=sha256:cc935e4f517d980497f193d8c52dddba8661405c1bb45ceca4d631978e9596c8

Observation 1d451abe-8d4a-41b2-b75f-f6a1447fb37b · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.636657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.791286Z digest=sha256:aca522ea85c64ca501bbb835aa708a31958a07d0464e29e4b60a076136d89cf0

Observation 283a287a-a59d-4beb-9567-fd7fcd0352d3 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:41.909329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:41.909329Z digest=sha256:a5ff86430411d218479630b31badb8c9e05939fcb13a75c514c5ca617a210d58

Observation 8db492b1-f6f0-4fae-808e-dda9e934ef59 · outbound

This paper cites Jiang, Z.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Jiang, Z

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:44.409943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:41.960521Z digest=sha256:df06b11e7568352617bb2f0aef62232eadc93ea7519a0acd90cc2c4948af51c4

Observation ed0f765c-17c1-40ff-9c40-850d8d68e25f · outbound

This paper cites JADE: A Linguistics-based Safety Evaluation Platform for Large Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models JADE: A Linguistics-based Safety Evaluation Platform for Large Language Models

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.021551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.021551Z digest=sha256:20984faf669dfef85dcb62f4b8022124e749d01eabf0ea5dc1ae22f7212b471a

Observation f64a7566-e9e6-4d39-9179-b484c31096eb · outbound

This paper cites Xiang, F.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Xiang, F

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:44.238016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:42.081177Z digest=sha256:b1030d67eb942a13cc518e93d41b1440b773197357ebf34fca2790252df6dab5

Observation eb567b5a-be92-48c1-9c60-9429010ca49a · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.058707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:42.167211Z digest=sha256:fefa93b63284c39094165f82b62513110d556cfea9680f6f0f2d6f39fb027465

Observation abd64604-a92b-4bf6-adb7-bfd47f9f9259 · outbound

This paper cites Huang, Z.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Huang, Z

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:43.932825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:42.280553Z digest=sha256:e1cf6a6b41d44c89e86cbce8edd477f05407e9195098b5db78adefe2fe15e2ae

Observation bce08bf8-3206-4472-a0c8-becb144e8d43 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:43.793868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:42.430154Z digest=sha256:a875a6d8c32dadaa2a24b20f1d6b14248bad4d2ce912037bad823e3aba66b668

Observation bc97b6c1-17a7-4ac7-ae9c-43cfdd8714f8 · outbound

This paper cites Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.510419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.510419Z digest=sha256:861f741a4b9030419977d06dc4f4cdb53fc6c066d35e28dc704be752a4664918

Observation ab287774-33e5-4f7b-b50c-296f93d4ccd6 · outbound

This paper cites BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.571849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.571849Z digest=sha256:c453e6b5adca396cb6fe54e5921bced0647b0d7e1b2f895113758d9ab0025ff9

Observation 74942efb-7b31-4065-b2ad-6aa86531e9d5 · outbound

This paper cites Instruction Tuning with GPT-4.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Instruction Tuning with GPT-4

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.673983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.673983Z digest=sha256:5d711d997db9ea5581aa085b1eeb6dca284cc9f5187b9a45e428644838bfe161

Observation 3767b6da-1e81-4d4a-aeb8-306581565e7e · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.733896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.733896Z digest=sha256:4e92febf7048f71693ed2b8da4bbab94f639363750f0020fc7321c70d79277b7

Observation 77038c86-1a7a-4d0a-8353-dc7775480d76 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:43.647654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:44:42.825776Z digest=sha256:a118a560b01137a80a990430d85ff6e3ef021269e6bd3c51b413f63add7e1e7d

Pith citing papers

No inbound Pith citation observations are available.